{"id":"W2266370565","doi":"10.4236/eng.2016.82005","title":"Constant-Stress Accelerated Degradation Life Test of an Organic Light-Emitting Diode Display under Violet Light","year":2016,"lang":"en","type":"article","venue":"Engineering","topic":"Organic Light-Emitting Diodes Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Logarithm; OLED; Irradiance; Degradation (telecommunications); Log-normal distribution; Accelerated aging; Computer science; Diode; Power (physics); Materials science; Ultra violet; Standard deviation; Light-emitting diode; Biological system; Optics; Optoelectronics; Mathematics; Statistics; Physics; Telecommunications; Nanotechnology; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003147245,0.000383413,0.0004146176,0.0002814364,0.00007570973,0.00008624516,0.0004717387,0.0002169511,0.0002238497],"category_scores_gemma":[0.0007027748,0.0003134643,0.00007423267,0.0006408707,0.00003240005,0.0005596809,0.000105777,0.000327528,0.00008633902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002417091,"about_ca_system_score_gemma":0.00007634055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006179397,"about_ca_topic_score_gemma":0.000006925547,"domain_scores_codex":[0.9978291,0.00003605721,0.0006176085,0.0003927102,0.000434309,0.0006902014],"domain_scores_gemma":[0.9984191,0.0004468023,0.00008403636,0.0005899588,0.0001308397,0.0003292419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005324369,0.00005032516,0.002415212,0.0001780225,0.00009223886,0.00001240968,0.0002146093,0.001642809,0.9944944,0.0002324912,0.0001043233,0.0005578612],"study_design_scores_gemma":[0.0006382089,0.00005641142,0.001360467,0.0004525385,0.00002621599,0.00001415117,0.00009084779,0.041849,0.9546695,0.000004668355,0.0003909291,0.0004471101],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684219,0.0004236021,0.02853289,0.0002208606,0.0004678895,0.0002705994,0.00006673692,0.001077446,0.0005180219],"genre_scores_gemma":[0.9981015,0.00007474788,0.001177503,0.00001225204,0.0002660631,0.00002016813,0.00002357652,0.0001821904,0.0001420463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04020619,"threshold_uncertainty_score":0.9999318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105473563510879,"score_gpt":0.2244825992151987,"score_spread":0.2134278635800899,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}